Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 7043 |
| Missing cells | 5185 |
| Missing cells (%) | 2.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.8 MiB |
| Average record size in memory | 264.0 B |
Variable types
| Categorical | 19 |
|---|---|
| Numeric | 8 |
| Boolean | 6 |
Count has constant value "1" | Constant |
Country has constant value "United States" | Constant |
State has constant value "California" | Constant |
CustomerID has a high cardinality: 7043 distinct values | High cardinality |
City has a high cardinality: 1129 distinct values | High cardinality |
Lat Long has a high cardinality: 1652 distinct values | High cardinality |
Zip Code is highly correlated with Latitude and 1 other fields | High correlation |
Latitude is highly correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly correlated with Zip Code and 1 other fields | High correlation |
Tenure Months is highly correlated with Total Charges | High correlation |
Monthly Charges is highly correlated with Total Charges | High correlation |
Total Charges is highly correlated with Tenure Months and 1 other fields | High correlation |
Churn Value is highly correlated with Churn Score | High correlation |
Churn Score is highly correlated with Churn Value | High correlation |
Zip Code is highly correlated with Latitude and 1 other fields | High correlation |
Latitude is highly correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly correlated with Zip Code and 1 other fields | High correlation |
Tenure Months is highly correlated with Total Charges | High correlation |
Monthly Charges is highly correlated with Total Charges | High correlation |
Total Charges is highly correlated with Tenure Months and 1 other fields | High correlation |
Churn Value is highly correlated with Churn Score | High correlation |
Churn Score is highly correlated with Churn Value | High correlation |
Zip Code is highly correlated with Latitude | High correlation |
Latitude is highly correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly correlated with Latitude | High correlation |
Tenure Months is highly correlated with Total Charges | High correlation |
Total Charges is highly correlated with Tenure Months | High correlation |
Churn Value is highly correlated with Churn Score | High correlation |
Churn Score is highly correlated with Churn Value | High correlation |
Streaming TV is highly correlated with Internet Service and 8 other fields | High correlation |
Partner is highly correlated with Country and 2 other fields | High correlation |
Dependents is highly correlated with Country and 2 other fields | High correlation |
Multiple Lines is highly correlated with Phone Service and 3 other fields | High correlation |
Paperless Billing is highly correlated with Country and 2 other fields | High correlation |
Internet Service is highly correlated with Streaming TV and 8 other fields | High correlation |
Device Protection is highly correlated with Streaming TV and 8 other fields | High correlation |
Payment Method is highly correlated with Country and 2 other fields | High correlation |
Streaming Movies is highly correlated with Streaming TV and 8 other fields | High correlation |
Senior Citizen is highly correlated with Country and 2 other fields | High correlation |
Online Backup is highly correlated with Streaming TV and 8 other fields | High correlation |
Tech Support is highly correlated with Streaming TV and 8 other fields | High correlation |
Churn Value is highly correlated with Country and 4 other fields | High correlation |
Phone Service is highly correlated with Multiple Lines and 3 other fields | High correlation |
Gender is highly correlated with Country and 2 other fields | High correlation |
Country is highly correlated with Streaming TV and 20 other fields | High correlation |
Contract is highly correlated with Country and 2 other fields | High correlation |
Churn Label is highly correlated with Churn Value and 4 other fields | High correlation |
Online Security is highly correlated with Streaming TV and 8 other fields | High correlation |
State is highly correlated with Streaming TV and 20 other fields | High correlation |
Count is highly correlated with Streaming TV and 20 other fields | High correlation |
Churn Reason is highly correlated with Churn Value and 4 other fields | High correlation |
Zip Code is highly correlated with Latitude and 1 other fields | High correlation |
Latitude is highly correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly correlated with Zip Code and 1 other fields | High correlation |
Partner is highly correlated with Dependents | High correlation |
Dependents is highly correlated with Partner | High correlation |
Tenure Months is highly correlated with Contract and 1 other fields | High correlation |
Phone Service is highly correlated with Multiple Lines and 1 other fields | High correlation |
Multiple Lines is highly correlated with Phone Service and 8 other fields | High correlation |
Internet Service is highly correlated with Multiple Lines and 9 other fields | High correlation |
Online Security is highly correlated with Multiple Lines and 9 other fields | High correlation |
Online Backup is highly correlated with Multiple Lines and 9 other fields | High correlation |
Device Protection is highly correlated with Multiple Lines and 9 other fields | High correlation |
Tech Support is highly correlated with Multiple Lines and 9 other fields | High correlation |
Streaming TV is highly correlated with Multiple Lines and 9 other fields | High correlation |
Streaming Movies is highly correlated with Multiple Lines and 9 other fields | High correlation |
Contract is highly correlated with Tenure Months and 8 other fields | High correlation |
Monthly Charges is highly correlated with Phone Service and 9 other fields | High correlation |
Total Charges is highly correlated with Tenure Months and 9 other fields | High correlation |
Churn Label is highly correlated with Churn Value and 1 other fields | High correlation |
Churn Value is highly correlated with Churn Label and 1 other fields | High correlation |
Churn Score is highly correlated with Churn Label and 1 other fields | High correlation |
Churn Reason has 5174 (73.5%) missing values | Missing |
CustomerID is uniformly distributed | Uniform |
Lat Long is uniformly distributed | Uniform |
CustomerID has unique values | Unique |
Reproduction
| Analysis started | 2022-09-11 10:53:30.761609 |
|---|---|
| Analysis finished | 2022-09-11 10:53:38.276133 |
| Duration | 7.51 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 7043 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 3668-QPYBK | 1 |
|---|---|
| 9169-BSVIN | 1 |
| 0206-OYVOC | 1 |
| 6418-HNFED | 1 |
| 8805-JNRAZ | 1 |
| Other values (7038) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 70430 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 7043 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 3668-QPYBK |
|---|---|
| 2nd row | 9237-HQITU |
| 3rd row | 9305-CDSKC |
| 4th row | 7892-POOKP |
| 5th row | 0280-XJGEX |
Common Values
| Value | Count | Frequency (%) |
| 3668-QPYBK | 1 | < 0.1% |
| 9169-BSVIN | 1 | < 0.1% |
| 0206-OYVOC | 1 | < 0.1% |
| 6418-HNFED | 1 | < 0.1% |
| 8805-JNRAZ | 1 | < 0.1% |
| 8439-LTUGF | 1 | < 0.1% |
| 1767-TGTKO | 1 | < 0.1% |
| 1194-HVAIF | 1 | < 0.1% |
| 1080-BWSYE | 1 | < 0.1% |
| 8387-UGUSU | 1 | < 0.1% |
| Other values (7033) | 7033 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 3668-qpybk | 1 | < 0.1% |
| 8168-uqwwf | 1 | < 0.1% |
| 7892-pookp | 1 | < 0.1% |
| 0280-xjgex | 1 | < 0.1% |
| 4190-mfluw | 1 | < 0.1% |
| 8779-qrdmv | 1 | < 0.1% |
| 1066-jksgk | 1 | < 0.1% |
| 6467-chfzw | 1 | < 0.1% |
| 8665-utdhz | 1 | < 0.1% |
| 8773-hhuoz | 1 | < 0.1% |
| Other values (7033) | 7033 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 35215 | |
| Decimal Number | 28172 | |
| Dash Punctuation | 7043 | 10.0% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 1442 | 4.1% |
| H | 1396 | 4.0% |
| B | 1393 | 4.0% |
| S | 1386 | 3.9% |
| V | 1382 | 3.9% |
| T | 1374 | 3.9% |
| Z | 1368 | 3.9% |
| C | 1368 | 3.9% |
| L | 1363 | 3.9% |
| F | 1363 | 3.9% |
| Other values (16) | 21380 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2901 | |
| 9 | 2881 | |
| 6 | 2870 | |
| 7 | 2836 | |
| 0 | 2831 | |
| 8 | 2812 | |
| 5 | 2810 | |
| 3 | 2791 | |
| 1 | 2726 | |
| 4 | 2714 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 35215 | |
| Latin | 35215 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 1442 | 4.1% |
| H | 1396 | 4.0% |
| B | 1393 | 4.0% |
| S | 1386 | 3.9% |
| V | 1382 | 3.9% |
| T | 1374 | 3.9% |
| Z | 1368 | 3.9% |
| C | 1368 | 3.9% |
| L | 1363 | 3.9% |
| F | 1363 | 3.9% |
| Other values (16) | 21380 |
Common
| Value | Count | Frequency (%) |
| - | 7043 | |
| 2 | 2901 | |
| 9 | 2881 | |
| 6 | 2870 | |
| 7 | 2836 | |
| 0 | 2831 | |
| 8 | 2812 | 8.0% |
| 5 | 2810 | 8.0% |
| 3 | 2791 | 7.9% |
| 1 | 2726 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70430 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7043 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7043 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7043 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7043 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7043 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 7043 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| United States |
|---|
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Characters and Unicode
| Total characters | 91559 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | United States |
|---|---|
| 2nd row | United States |
| 3rd row | United States |
| 4th row | United States |
| 5th row | United States |
Common Values
| Value | Count | Frequency (%) |
| United States | 7043 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| united | 7043 | |
| states | 7043 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 21129 | |
| e | 14086 | |
| U | 7043 | 7.7% |
| n | 7043 | 7.7% |
| i | 7043 | 7.7% |
| d | 7043 | 7.7% |
| 7043 | 7.7% | |
| S | 7043 | 7.7% |
| a | 7043 | 7.7% |
| s | 7043 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 70430 | |
| Uppercase Letter | 14086 | 15.4% |
| Space Separator | 7043 | 7.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 21129 | |
| e | 14086 | |
| n | 7043 | 10.0% |
| i | 7043 | 10.0% |
| d | 7043 | 10.0% |
| a | 7043 | 10.0% |
| s | 7043 | 10.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 7043 | |
| S | 7043 |
Space Separator
| Value | Count | Frequency (%) |
| 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 84516 | |
| Common | 7043 | 7.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 21129 | |
| e | 14086 | |
| U | 7043 | 8.3% |
| n | 7043 | 8.3% |
| i | 7043 | 8.3% |
| d | 7043 | 8.3% |
| S | 7043 | 8.3% |
| a | 7043 | 8.3% |
| s | 7043 | 8.3% |
Common
| Value | Count | Frequency (%) |
| 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 91559 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 21129 | |
| e | 14086 | |
| U | 7043 | 7.7% |
| n | 7043 | 7.7% |
| i | 7043 | 7.7% |
| d | 7043 | 7.7% |
| 7043 | 7.7% | |
| S | 7043 | 7.7% |
| a | 7043 | 7.7% |
| s | 7043 | 7.7% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| California |
|---|
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 70430 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | California |
|---|---|
| 2nd row | California |
| 3rd row | California |
| 4th row | California |
| 5th row | California |
Common Values
| Value | Count | Frequency (%) |
| California | 7043 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| california | 7043 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 14086 | |
| i | 14086 | |
| C | 7043 | |
| l | 7043 | |
| f | 7043 | |
| o | 7043 | |
| r | 7043 | |
| n | 7043 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 63387 | |
| Uppercase Letter | 7043 | 10.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 14086 | |
| i | 14086 | |
| l | 7043 | |
| f | 7043 | |
| o | 7043 | |
| r | 7043 | |
| n | 7043 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 70430 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 14086 | |
| i | 14086 | |
| C | 7043 | |
| l | 7043 | |
| f | 7043 | |
| o | 7043 | |
| r | 7043 | |
| n | 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70430 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 14086 | |
| i | 14086 | |
| C | 7043 | |
| l | 7043 | |
| f | 7043 | |
| o | 7043 | |
| r | 7043 | |
| n | 7043 |
| Distinct | 1129 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Los Angeles | 305 |
|---|---|
| San Diego | 150 |
| San Jose | 112 |
| Sacramento | 108 |
| San Francisco | 104 |
| Other values (1124) |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 9.223200341 |
| Min length | 3 |
Characters and Unicode
| Total characters | 64959 |
|---|---|
| Distinct characters | 52 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Los Angeles |
|---|---|
| 2nd row | Los Angeles |
| 3rd row | Los Angeles |
| 4th row | Los Angeles |
| 5th row | Los Angeles |
Common Values
| Value | Count | Frequency (%) |
| Los Angeles | 305 | 4.3% |
| San Diego | 150 | 2.1% |
| San Jose | 112 | 1.6% |
| Sacramento | 108 | 1.5% |
| San Francisco | 104 | 1.5% |
| Fresno | 64 | 0.9% |
| Long Beach | 60 | 0.9% |
| Oakland | 52 | 0.7% |
| Stockton | 44 | 0.6% |
| Bakersfield | 40 | 0.6% |
| Other values (1119) | 6004 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| san | 584 | 5.7% |
| los | 350 | 3.4% |
| angeles | 305 | 3.0% |
| valley | 183 | 1.8% |
| santa | 182 | 1.8% |
| beach | 172 | 1.7% |
| city | 165 | 1.6% |
| diego | 150 | 1.5% |
| sacramento | 116 | 1.1% |
| jose | 112 | 1.1% |
| Other values (1131) | 8000 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 6951 | 10.7% |
| e | 6152 | 9.5% |
| n | 5117 | 7.9% |
| o | 4943 | 7.6% |
| l | 4007 | 6.2% |
| r | 3649 | 5.6% |
| i | 3371 | 5.2% |
| 3276 | 5.0% | |
| s | 2924 | 4.5% |
| t | 2708 | 4.2% |
| Other values (42) | 21861 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 51364 | |
| Uppercase Letter | 10319 | 15.9% |
| Space Separator | 3276 | 5.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6951 | |
| e | 6152 | |
| n | 5117 | |
| o | 4943 | |
| l | 4007 | |
| r | 3649 | 7.1% |
| i | 3371 | 6.6% |
| s | 2924 | 5.7% |
| t | 2708 | 5.3% |
| d | 1649 | 3.2% |
| Other values (16) | 9893 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1465 | |
| C | 1010 | 9.8% |
| L | 901 | 8.7% |
| B | 752 | 7.3% |
| A | 673 | 6.5% |
| M | 619 | 6.0% |
| P | 613 | 5.9% |
| R | 456 | 4.4% |
| F | 442 | 4.3% |
| V | 420 | 4.1% |
| Other values (15) | 2968 |
Space Separator
| Value | Count | Frequency (%) |
| 3276 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61683 | |
| Common | 3276 | 5.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 6951 | 11.3% |
| e | 6152 | 10.0% |
| n | 5117 | 8.3% |
| o | 4943 | 8.0% |
| l | 4007 | 6.5% |
| r | 3649 | 5.9% |
| i | 3371 | 5.5% |
| s | 2924 | 4.7% |
| t | 2708 | 4.4% |
| d | 1649 | 2.7% |
| Other values (41) | 20212 |
Common
| Value | Count | Frequency (%) |
| 3276 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 64959 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 6951 | 10.7% |
| e | 6152 | 9.5% |
| n | 5117 | 7.9% |
| o | 4943 | 7.6% |
| l | 4007 | 6.2% |
| r | 3649 | 5.6% |
| i | 3371 | 5.2% |
| 3276 | 5.0% | |
| s | 2924 | 4.5% |
| t | 2708 | 4.2% |
| Other values (42) | 21861 |
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93521.96465 |
| Minimum | 90001 |
|---|---|
| Maximum | 96161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 90001 |
|---|---|
| 5-th percentile | 90232 |
| Q1 | 92102 |
| median | 93552 |
| Q3 | 95351 |
| 95-th percentile | 96031 |
| Maximum | 96161 |
| Range | 6160 |
| Interquartile range (IQR) | 3249 |
Descriptive statistics
| Standard deviation | 1865.794555 |
|---|---|
| Coefficient of variation (CV) | 0.01995033533 |
| Kurtosis | -1.154042612 |
| Mean | 93521.96465 |
| Median Absolute Deviation (MAD) | 1641 |
| Skewness | -0.251463488 |
| Sum | 658675197 |
| Variance | 3481189.323 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90003 | 5 | 0.1% |
| 91436 | 5 | 0.1% |
| 91916 | 5 | 0.1% |
| 91913 | 5 | 0.1% |
| 91911 | 5 | 0.1% |
| 91786 | 5 | 0.1% |
| 91784 | 5 | 0.1% |
| 91780 | 5 | 0.1% |
| 91765 | 5 | 0.1% |
| 91759 | 5 | 0.1% |
| Other values (1642) | 6993 |
| Value | Count | Frequency (%) |
| 90001 | 5 | |
| 90002 | 5 | |
| 90003 | 5 | |
| 90004 | 5 | |
| 90005 | 5 | |
| 90006 | 5 | |
| 90007 | 5 | |
| 90008 | 5 | |
| 90010 | 5 | |
| 90011 | 5 |
| Value | Count | Frequency (%) |
| 96161 | 4 | |
| 96150 | 4 | |
| 96148 | 4 | |
| 96146 | 4 | |
| 96145 | 4 | |
| 96143 | 4 | |
| 96142 | 4 | |
| 96141 | 4 | |
| 96140 | 4 | |
| 96137 | 4 |
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 33.964131, -118.272783 | 5 |
|---|---|
| 34.152875, -118.486056 | 5 |
| 32.912664, -116.635387 | 5 |
| 32.64164, -116.985026 | 5 |
| 32.607964, -117.059459 | 5 |
| Other values (1647) |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 21.77708363 |
| Min length | 18 |
Characters and Unicode
| Total characters | 153376 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 33.964131, -118.272783 |
|---|---|
| 2nd row | 34.059281, -118.30742 |
| 3rd row | 34.048013, -118.293953 |
| 4th row | 34.062125, -118.315709 |
| 5th row | 34.039224, -118.266293 |
Common Values
| Value | Count | Frequency (%) |
| 33.964131, -118.272783 | 5 | 0.1% |
| 34.152875, -118.486056 | 5 | 0.1% |
| 32.912664, -116.635387 | 5 | 0.1% |
| 32.64164, -116.985026 | 5 | 0.1% |
| 32.607964, -117.059459 | 5 | 0.1% |
| 34.105493, -117.660934 | 5 | 0.1% |
| 34.141146, -117.655583 | 5 | 0.1% |
| 34.101608, -118.055848 | 5 | 0.1% |
| 33.992416, -117.807874 | 5 | 0.1% |
| 34.231318, -117.662032 | 5 | 0.1% |
| Other values (1642) | 6993 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 121.994813 | 8 | 0.1% |
| 33.964131 | 5 | < 0.1% |
| 118.062611 | 5 | < 0.1% |
| 33.940884 | 5 | < 0.1% |
| 118.128628 | 5 | < 0.1% |
| 33.771612 | 5 | < 0.1% |
| 118.143866 | 5 | < 0.1% |
| 33.833699 | 5 | < 0.1% |
| 118.314387 | 5 | < 0.1% |
| 33.807882 | 5 | < 0.1% |
| Other values (3293) | 14033 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 20397 | |
| 3 | 16446 | |
| . | 14086 | |
| 2 | 13706 | |
| 8 | 11002 | 7.2% |
| 7 | 10782 | 7.0% |
| 4 | 10512 | 6.9% |
| 9 | 9545 | 6.2% |
| 6 | 8950 | 5.8% |
| 5 | 8675 | 5.7% |
| Other values (4) | 29275 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 118161 | |
| Other Punctuation | 21129 | 13.8% |
| Space Separator | 7043 | 4.6% |
| Dash Punctuation | 7043 | 4.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 20397 | |
| 3 | 16446 | |
| 2 | 13706 | |
| 8 | 11002 | |
| 7 | 10782 | |
| 4 | 10512 | |
| 9 | 9545 | |
| 6 | 8950 | |
| 5 | 8675 | |
| 0 | 8146 | 6.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 14086 | |
| , | 7043 |
Space Separator
| Value | Count | Frequency (%) |
| 7043 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 153376 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 20397 | |
| 3 | 16446 | |
| . | 14086 | |
| 2 | 13706 | |
| 8 | 11002 | 7.2% |
| 7 | 10782 | 7.0% |
| 4 | 10512 | 6.9% |
| 9 | 9545 | 6.2% |
| 6 | 8950 | 5.8% |
| 5 | 8675 | 5.7% |
| Other values (4) | 29275 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 153376 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 20397 | |
| 3 | 16446 | |
| . | 14086 | |
| 2 | 13706 | |
| 8 | 11002 | 7.2% |
| 7 | 10782 | 7.0% |
| 4 | 10512 | 6.9% |
| 9 | 9545 | 6.2% |
| 6 | 8950 | 5.8% |
| 5 | 8675 | 5.7% |
| Other values (4) | 29275 |
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.28244138 |
| Minimum | 32.555828 |
|---|---|
| Maximum | 41.962127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 32.555828 |
|---|---|
| 5-th percentile | 32.980678 |
| Q1 | 34.030915 |
| median | 36.391777 |
| Q3 | 38.224869 |
| 95-th percentile | 40.557314 |
| Maximum | 41.962127 |
| Range | 9.406299 |
| Interquartile range (IQR) | 4.193954 |
Descriptive statistics
| Standard deviation | 2.45572259 |
|---|---|
| Coefficient of variation (CV) | 0.06768349913 |
| Kurtosis | -1.135607142 |
| Mean | 36.28244138 |
| Median Absolute Deviation (MAD) | 2.263493 |
| Skewness | 0.3038672929 |
| Sum | 255537.2346 |
| Variance | 6.030573437 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 33.964131 | 5 | 0.1% |
| 34.152875 | 5 | 0.1% |
| 32.912664 | 5 | 0.1% |
| 32.64164 | 5 | 0.1% |
| 32.607964 | 5 | 0.1% |
| 34.105493 | 5 | 0.1% |
| 34.141146 | 5 | 0.1% |
| 34.101608 | 5 | 0.1% |
| 33.992416 | 5 | 0.1% |
| 34.231318 | 5 | 0.1% |
| Other values (1642) | 6993 |
| Value | Count | Frequency (%) |
| 32.555828 | 5 | |
| 32.578103 | 5 | |
| 32.579134 | 5 | |
| 32.587557 | 5 | |
| 32.605012 | 5 | |
| 32.607964 | 5 | |
| 32.619465 | 5 | |
| 32.622999 | 5 | |
| 32.636792 | 5 | |
| 32.64164 | 5 |
| Value | Count | Frequency (%) |
| 41.962127 | 4 | |
| 41.950683 | 4 | |
| 41.949216 | 4 | |
| 41.932207 | 4 | |
| 41.924174 | 4 | |
| 41.867908 | 4 | |
| 41.831901 | 4 | |
| 41.816595 | 4 | |
| 41.813521 | 4 | |
| 41.769709 | 4 |
| Distinct | 1651 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -119.7988801 |
| Minimum | -124.301372 |
|---|---|
| Maximum | -114.192901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 7043 |
| Negative (%) | 100.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | -124.301372 |
|---|---|
| 5-th percentile | -122.998726 |
| Q1 | -121.815412 |
| median | -119.730885 |
| Q3 | -118.043237 |
| 95-th percentile | -116.76058 |
| Maximum | -114.192901 |
| Range | 10.108471 |
| Interquartile range (IQR) | 3.772175 |
Descriptive statistics
| Standard deviation | 2.157889095 |
|---|---|
| Coefficient of variation (CV) | -0.01801259823 |
| Kurtosis | -1.136049757 |
| Mean | -119.7988801 |
| Median Absolute Deviation (MAD) | 1.824786 |
| Skewness | -0.04079238284 |
| Sum | -843743.5124 |
| Variance | 4.656485347 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -121.994813 | 8 | 0.1% |
| -118.272783 | 5 | 0.1% |
| -117.662032 | 5 | 0.1% |
| -116.635387 | 5 | 0.1% |
| -116.985026 | 5 | 0.1% |
| -117.059459 | 5 | 0.1% |
| -117.660934 | 5 | 0.1% |
| -117.655583 | 5 | 0.1% |
| -118.055848 | 5 | 0.1% |
| -117.807874 | 5 | 0.1% |
| Other values (1641) | 6990 |
| Value | Count | Frequency (%) |
| -124.301372 | 4 | |
| -124.240051 | 4 | |
| -124.217378 | 4 | |
| -124.210902 | 4 | |
| -124.189977 | 4 | |
| -124.163234 | 4 | |
| -124.15428 | 4 | |
| -124.121504 | 4 | |
| -124.108897 | 4 | |
| -124.098739 | 4 |
| Value | Count | Frequency (%) |
| -114.192901 | 5 | |
| -114.36514 | 5 | |
| -114.702256 | 4 | |
| -114.71612 | 5 | |
| -114.717964 | 5 | |
| -114.758334 | 5 | |
| -114.850784 | 5 | |
| -115.152865 | 5 | |
| -115.191857 | 5 | |
| -115.257009 | 5 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.990487008 |
| Min length | 4 |
Characters and Unicode
| Total characters | 35148 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 3555 | |
| Female | 3488 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| male | 3555 | |
| female | 3488 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 28105 | |
| Uppercase Letter | 7043 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| m | 3488 | 12.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3555 | |
| F | 3488 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 35148 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35148 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5901 | |
| True | 1142 | 16.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3641 | |
| True | 3402 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5416 | |
| True | 1627 | 23.1% |
| Distinct | 73 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.37114866 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.55948102 |
|---|---|
| Coefficient of variation (CV) | 0.7586842618 |
| Kurtosis | -1.387371636 |
| Mean | 32.37114866 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.2395397496 |
| Sum | 227990 |
| Variance | 603.1681081 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 613 | 8.7% |
| 72 | 362 | 5.1% |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 71 | 170 | 2.4% |
| 5 | 133 | 1.9% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 70 | 119 | 1.7% |
| Other values (63) | 4778 |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.2% |
| 1 | 613 | |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 5 | 133 | 1.9% |
| 6 | 110 | 1.6% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 9 | 119 | 1.7% |
| Value | Count | Frequency (%) |
| 72 | 362 | |
| 71 | 170 | |
| 70 | 119 | 1.7% |
| 69 | 95 | 1.3% |
| 68 | 100 | 1.4% |
| 67 | 98 | 1.4% |
| 66 | 89 | 1.3% |
| 65 | 76 | 1.1% |
| 64 | 80 | 1.1% |
| 63 | 72 | 1.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 6361 | |
| False | 682 | 9.7% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No phone service |
Length
| Max length | 16 |
|---|---|
| Median length | 3 |
| Mean length | 3.777509584 |
| Min length | 2 |
Characters and Unicode
| Total characters | 26605 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 3390 | |
| Yes | 2971 | |
| No phone service | 682 | 9.7% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 4072 | |
| yes | 2971 | |
| phone | 682 | 8.1% |
| service | 682 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5017 | |
| o | 4754 | |
| N | 4072 | |
| s | 3653 | |
| Y | 2971 | |
| 1364 | 5.1% | |
| p | 682 | 2.6% |
| h | 682 | 2.6% |
| n | 682 | 2.6% |
| r | 682 | 2.6% |
| Other values (3) | 2046 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18198 | |
| Uppercase Letter | 7043 | 26.5% |
| Space Separator | 1364 | 5.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5017 | |
| o | 4754 | |
| s | 3653 | |
| p | 682 | 3.7% |
| h | 682 | 3.7% |
| n | 682 | 3.7% |
| r | 682 | 3.7% |
| v | 682 | 3.7% |
| i | 682 | 3.7% |
| c | 682 | 3.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4072 | |
| Y | 2971 |
Space Separator
| Value | Count | Frequency (%) |
| 1364 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25241 | |
| Common | 1364 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5017 | |
| o | 4754 | |
| N | 4072 | |
| s | 3653 | |
| Y | 2971 | |
| p | 682 | 2.7% |
| h | 682 | 2.7% |
| n | 682 | 2.7% |
| r | 682 | 2.7% |
| v | 682 | 2.7% |
| Other values (2) | 1364 | 5.4% |
Common
| Value | Count | Frequency (%) |
| 1364 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26605 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5017 | |
| o | 4754 | |
| N | 4072 | |
| s | 3653 | |
| Y | 2971 | |
| 1364 | 5.1% | |
| p | 682 | 2.6% |
| h | 682 | 2.6% |
| n | 682 | 2.6% |
| r | 682 | 2.6% |
| Other values (3) | 2046 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Fiber optic | |
|---|---|
| DSL | |
| No |
Length
| Max length | 11 |
|---|---|
| Median length | 3 |
| Mean length | 6.300014198 |
| Min length | 2 |
Characters and Unicode
| Total characters | 44371 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DSL |
|---|---|
| 2nd row | Fiber optic |
| 3rd row | Fiber optic |
| 4th row | Fiber optic |
| 5th row | Fiber optic |
Common Values
| Value | Count | Frequency (%) |
| Fiber optic | 3096 | |
| DSL | 2421 | |
| No | 1526 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| fiber | 3096 | |
| optic | 3096 | |
| dsl | 2421 | |
| no | 1526 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4622 | |
| F | 3096 | 7.0% |
| b | 3096 | 7.0% |
| e | 3096 | 7.0% |
| r | 3096 | 7.0% |
| 3096 | 7.0% | |
| p | 3096 | 7.0% |
| t | 3096 | 7.0% |
| c | 3096 | 7.0% |
| Other values (4) | 8789 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29390 | |
| Uppercase Letter | 11885 | |
| Space Separator | 3096 | 7.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4622 | |
| b | 3096 | |
| e | 3096 | |
| r | 3096 | |
| p | 3096 | |
| t | 3096 | |
| c | 3096 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 3096 | |
| D | 2421 | |
| S | 2421 | |
| L | 2421 | |
| N | 1526 |
Space Separator
| Value | Count | Frequency (%) |
| 3096 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 41275 | |
| Common | 3096 | 7.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4622 | |
| F | 3096 | |
| b | 3096 | |
| e | 3096 | |
| r | 3096 | |
| p | 3096 | |
| t | 3096 | |
| c | 3096 | |
| D | 2421 | 5.9% |
| Other values (3) | 6368 |
Common
| Value | Count | Frequency (%) |
| 3096 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44371 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4622 | |
| F | 3096 | 7.0% |
| b | 3096 | 7.0% |
| e | 3096 | 7.0% |
| r | 3096 | 7.0% |
| 3096 | 7.0% | |
| p | 3096 | 7.0% |
| t | 3096 | 7.0% |
| c | 3096 | 7.0% |
| Other values (4) | 8789 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 5.970041176 |
| Min length | 2 |
Characters and Unicode
| Total characters | 42047 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 3498 | |
| Yes | 2019 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 5024 | |
| yes | 2019 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8123 | |
| N | 5024 | |
| o | 5024 | |
| s | 3545 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2019 | 4.8% |
| Other values (2) | 3052 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31952 | |
| Uppercase Letter | 7043 | 16.8% |
| Space Separator | 3052 | 7.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8123 | |
| o | 5024 | |
| s | 3545 | |
| i | 3052 | 9.6% |
| n | 3052 | 9.6% |
| t | 3052 | 9.6% |
| r | 3052 | 9.6% |
| v | 1526 | 4.8% |
| c | 1526 | 4.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 5024 | |
| Y | 2019 |
Space Separator
| Value | Count | Frequency (%) |
| 3052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 38995 | |
| Common | 3052 | 7.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8123 | |
| N | 5024 | |
| o | 5024 | |
| s | 3545 | |
| i | 3052 | 7.8% |
| n | 3052 | 7.8% |
| t | 3052 | 7.8% |
| r | 3052 | 7.8% |
| Y | 2019 | 5.2% |
| v | 1526 | 3.9% |
Common
| Value | Count | Frequency (%) |
| 3052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42047 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8123 | |
| N | 5024 | |
| o | 5024 | |
| s | 3545 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2019 | 4.8% |
| Other values (2) | 3052 | 7.3% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.028255005 |
| Min length | 2 |
Characters and Unicode
| Total characters | 42457 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 3088 | |
| Yes | 2429 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 4614 | |
| yes | 2429 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8533 | |
| N | 4614 | |
| o | 4614 | |
| s | 3955 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2429 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32362 | |
| Uppercase Letter | 7043 | 16.6% |
| Space Separator | 3052 | 7.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8533 | |
| o | 4614 | |
| s | 3955 | |
| i | 3052 | 9.4% |
| n | 3052 | 9.4% |
| t | 3052 | 9.4% |
| r | 3052 | 9.4% |
| v | 1526 | 4.7% |
| c | 1526 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4614 | |
| Y | 2429 |
Space Separator
| Value | Count | Frequency (%) |
| 3052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 39405 | |
| Common | 3052 | 7.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8533 | |
| N | 4614 | |
| o | 4614 | |
| s | 3955 | |
| i | 3052 | 7.7% |
| n | 3052 | 7.7% |
| t | 3052 | 7.7% |
| r | 3052 | 7.7% |
| Y | 2429 | 6.2% |
| v | 1526 | 3.9% |
Common
| Value | Count | Frequency (%) |
| 3052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42457 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8533 | |
| N | 4614 | |
| o | 4614 | |
| s | 3955 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2429 | 5.7% |
| Other values (2) | 3052 | 7.2% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.02726111 |
| Min length | 2 |
Characters and Unicode
| Total characters | 42450 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 3095 | |
| Yes | 2422 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 4621 | |
| yes | 2422 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8526 | |
| N | 4621 | |
| o | 4621 | |
| s | 3948 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2422 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32355 | |
| Uppercase Letter | 7043 | 16.6% |
| Space Separator | 3052 | 7.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8526 | |
| o | 4621 | |
| s | 3948 | |
| i | 3052 | 9.4% |
| n | 3052 | 9.4% |
| t | 3052 | 9.4% |
| r | 3052 | 9.4% |
| v | 1526 | 4.7% |
| c | 1526 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4621 | |
| Y | 2422 |
Space Separator
| Value | Count | Frequency (%) |
| 3052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 39398 | |
| Common | 3052 | 7.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8526 | |
| N | 4621 | |
| o | 4621 | |
| s | 3948 | |
| i | 3052 | 7.7% |
| n | 3052 | 7.7% |
| t | 3052 | 7.7% |
| r | 3052 | 7.7% |
| Y | 2422 | 6.1% |
| v | 1526 | 3.9% |
Common
| Value | Count | Frequency (%) |
| 3052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42450 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8526 | |
| N | 4621 | |
| o | 4621 | |
| s | 3948 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2422 | 5.7% |
| Other values (2) | 3052 | 7.2% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 5.973590799 |
| Min length | 2 |
Characters and Unicode
| Total characters | 42072 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Yes |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 3473 | |
| Yes | 2044 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 4999 | |
| yes | 2044 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8148 | |
| N | 4999 | |
| o | 4999 | |
| s | 3570 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2044 | 4.9% |
| Other values (2) | 3052 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31977 | |
| Uppercase Letter | 7043 | 16.7% |
| Space Separator | 3052 | 7.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8148 | |
| o | 4999 | |
| s | 3570 | |
| i | 3052 | 9.5% |
| n | 3052 | 9.5% |
| t | 3052 | 9.5% |
| r | 3052 | 9.5% |
| v | 1526 | 4.8% |
| c | 1526 | 4.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4999 | |
| Y | 2044 |
Space Separator
| Value | Count | Frequency (%) |
| 3052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 39020 | |
| Common | 3052 | 7.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8148 | |
| N | 4999 | |
| o | 4999 | |
| s | 3570 | |
| i | 3052 | 7.8% |
| n | 3052 | 7.8% |
| t | 3052 | 7.8% |
| r | 3052 | 7.8% |
| Y | 2044 | 5.2% |
| v | 1526 | 3.9% |
Common
| Value | Count | Frequency (%) |
| 3052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42072 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8148 | |
| N | 4999 | |
| o | 4999 | |
| s | 3570 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2044 | 4.9% |
| Other values (2) | 3052 | 7.3% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.067726821 |
| Min length | 2 |
Characters and Unicode
| Total characters | 42735 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 2810 | |
| Yes | 2707 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 4336 | |
| yes | 2707 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8811 | |
| N | 4336 | |
| o | 4336 | |
| s | 4233 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2707 | 6.3% |
| Other values (2) | 3052 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32640 | |
| Uppercase Letter | 7043 | 16.5% |
| Space Separator | 3052 | 7.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8811 | |
| o | 4336 | |
| s | 4233 | |
| i | 3052 | 9.4% |
| n | 3052 | 9.4% |
| t | 3052 | 9.4% |
| r | 3052 | 9.4% |
| v | 1526 | 4.7% |
| c | 1526 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4336 | |
| Y | 2707 |
Space Separator
| Value | Count | Frequency (%) |
| 3052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 39683 | |
| Common | 3052 | 7.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8811 | |
| N | 4336 | |
| o | 4336 | |
| s | 4233 | |
| i | 3052 | 7.7% |
| n | 3052 | 7.7% |
| t | 3052 | 7.7% |
| r | 3052 | 7.7% |
| Y | 2707 | 6.8% |
| v | 1526 | 3.8% |
Common
| Value | Count | Frequency (%) |
| 3052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42735 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8811 | |
| N | 4336 | |
| o | 4336 | |
| s | 4233 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2707 | 6.3% |
| Other values (2) | 3052 | 7.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.071276445 |
| Min length | 2 |
Characters and Unicode
| Total characters | 42760 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 2785 | |
| Yes | 2732 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 4311 | |
| yes | 2732 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8836 | |
| N | 4311 | |
| o | 4311 | |
| s | 4258 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2732 | 6.4% |
| Other values (2) | 3052 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32665 | |
| Uppercase Letter | 7043 | 16.5% |
| Space Separator | 3052 | 7.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8836 | |
| o | 4311 | |
| s | 4258 | |
| i | 3052 | 9.3% |
| n | 3052 | 9.3% |
| t | 3052 | 9.3% |
| r | 3052 | 9.3% |
| v | 1526 | 4.7% |
| c | 1526 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4311 | |
| Y | 2732 |
Space Separator
| Value | Count | Frequency (%) |
| 3052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 39708 | |
| Common | 3052 | 7.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8836 | |
| N | 4311 | |
| o | 4311 | |
| s | 4258 | |
| i | 3052 | 7.7% |
| n | 3052 | 7.7% |
| t | 3052 | 7.7% |
| r | 3052 | 7.7% |
| Y | 2732 | 6.9% |
| v | 1526 | 3.8% |
Common
| Value | Count | Frequency (%) |
| 3052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42760 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8836 | |
| N | 4311 | |
| o | 4311 | |
| s | 4258 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2732 | 6.4% |
| Other values (2) | 3052 | 7.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Month-to-month | |
|---|---|
| Two year | |
| One year |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.30115008 |
| Min length | 8 |
Characters and Unicode
| Total characters | 79594 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Month-to-month |
|---|---|
| 2nd row | Month-to-month |
| 3rd row | Month-to-month |
| 4th row | Month-to-month |
| 5th row | Month-to-month |
Common Values
| Value | Count | Frequency (%) |
| Month-to-month | 3875 | |
| Two year | 1695 | |
| One year | 1473 | 20.9% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| month-to-month | 3875 | |
| year | 3168 | |
| two | 1695 | |
| one | 1473 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 13320 | |
| t | 11625 | |
| n | 9223 | |
| h | 7750 | |
| - | 7750 | |
| e | 4641 | 5.8% |
| M | 3875 | 4.9% |
| m | 3875 | 4.9% |
| 3168 | 4.0% | |
| y | 3168 | 4.0% |
| Other values (5) | 11199 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 61633 | |
| Dash Punctuation | 7750 | 9.7% |
| Uppercase Letter | 7043 | 8.8% |
| Space Separator | 3168 | 4.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 13320 | |
| t | 11625 | |
| n | 9223 | |
| h | 7750 | |
| e | 4641 | 7.5% |
| m | 3875 | 6.3% |
| y | 3168 | 5.1% |
| a | 3168 | 5.1% |
| r | 3168 | 5.1% |
| w | 1695 | 2.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3875 | |
| T | 1695 | |
| O | 1473 | 20.9% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7750 |
Space Separator
| Value | Count | Frequency (%) |
| 3168 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 68676 | |
| Common | 10918 | 13.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 13320 | |
| t | 11625 | |
| n | 9223 | |
| h | 7750 | |
| e | 4641 | 6.8% |
| M | 3875 | 5.6% |
| m | 3875 | 5.6% |
| y | 3168 | 4.6% |
| a | 3168 | 4.6% |
| r | 3168 | 4.6% |
| Other values (3) | 4863 | 7.1% |
Common
| Value | Count | Frequency (%) |
| - | 7750 | |
| 3168 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79594 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 13320 | |
| t | 11625 | |
| n | 9223 | |
| h | 7750 | |
| - | 7750 | |
| e | 4641 | 5.8% |
| M | 3875 | 4.9% |
| m | 3875 | 4.9% |
| 3168 | 4.0% | |
| y | 3168 | 4.0% |
| Other values (5) | 11199 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4171 | |
| False | 2872 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Electronic check | |
|---|---|
| Mailed check | |
| Bank transfer (automatic) | |
| Credit card (automatic) |
Length
| Max length | 25 |
|---|---|
| Median length | 23 |
| Mean length | 18.57021156 |
| Min length | 12 |
Characters and Unicode
| Total characters | 130790 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mailed check |
|---|---|
| 2nd row | Electronic check |
| 3rd row | Electronic check |
| 4th row | Electronic check |
| 5th row | Bank transfer (automatic) |
Common Values
| Value | Count | Frequency (%) |
| Electronic check | 2365 | |
| Mailed check | 1612 | |
| Bank transfer (automatic) | 1544 | |
| Credit card (automatic) | 1522 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| check | 3977 | |
| automatic | 3066 | |
| electronic | 2365 | |
| mailed | 1612 | |
| bank | 1544 | 9.0% |
| transfer | 1544 | 9.0% |
| credit | 1522 | 8.9% |
| card | 1522 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 17272 | |
| a | 12354 | 9.4% |
| t | 11563 | 8.8% |
| e | 11020 | 8.4% |
| 10109 | 7.7% | |
| i | 8565 | 6.5% |
| r | 8497 | 6.5% |
| k | 5521 | 4.2% |
| n | 5453 | 4.2% |
| o | 5431 | 4.2% |
| Other values (13) | 35005 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 107506 | |
| Space Separator | 10109 | 7.7% |
| Uppercase Letter | 7043 | 5.4% |
| Open Punctuation | 3066 | 2.3% |
| Close Punctuation | 3066 | 2.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 17272 | |
| a | 12354 | |
| t | 11563 | |
| e | 11020 | |
| i | 8565 | |
| r | 8497 | |
| k | 5521 | 5.1% |
| n | 5453 | 5.1% |
| o | 5431 | 5.1% |
| d | 4656 | 4.3% |
| Other values (6) | 17174 |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 2365 | |
| M | 1612 | |
| B | 1544 | |
| C | 1522 |
Space Separator
| Value | Count | Frequency (%) |
| 10109 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3066 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3066 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 114549 | |
| Common | 16241 | 12.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 17272 | |
| a | 12354 | |
| t | 11563 | |
| e | 11020 | |
| i | 8565 | 7.5% |
| r | 8497 | 7.4% |
| k | 5521 | 4.8% |
| n | 5453 | 4.8% |
| o | 5431 | 4.7% |
| d | 4656 | 4.1% |
| Other values (10) | 24217 |
Common
| Value | Count | Frequency (%) |
| 10109 | ||
| ( | 3066 | 18.9% |
| ) | 3066 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 130790 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 17272 | |
| a | 12354 | 9.4% |
| t | 11563 | 8.8% |
| e | 11020 | 8.4% |
| 10109 | 7.7% | |
| i | 8565 | 6.5% |
| r | 8497 | 6.5% |
| k | 5521 | 4.2% |
| n | 5453 | 4.2% |
| o | 5431 | 4.2% |
| Other values (13) | 35005 |
| Distinct | 1585 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.76169246 |
| Minimum | 18.25 |
|---|---|
| Maximum | 118.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 18.25 |
|---|---|
| 5-th percentile | 19.65 |
| Q1 | 35.5 |
| median | 70.35 |
| Q3 | 89.85 |
| 95-th percentile | 107.4 |
| Maximum | 118.75 |
| Range | 100.5 |
| Interquartile range (IQR) | 54.35 |
Descriptive statistics
| Standard deviation | 30.0900471 |
|---|---|
| Coefficient of variation (CV) | 0.4646272504 |
| Kurtosis | -1.257259695 |
| Mean | 64.76169246 |
| Median Absolute Deviation (MAD) | 24.05 |
| Skewness | -0.2205244339 |
| Sum | 456116.6 |
| Variance | 905.4109343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.05 | 61 | 0.9% |
| 19.85 | 45 | 0.6% |
| 19.95 | 44 | 0.6% |
| 19.9 | 44 | 0.6% |
| 19.65 | 43 | 0.6% |
| 20 | 43 | 0.6% |
| 19.7 | 43 | 0.6% |
| 20.15 | 40 | 0.6% |
| 19.55 | 40 | 0.6% |
| 19.75 | 39 | 0.6% |
| Other values (1575) | 6601 |
| Value | Count | Frequency (%) |
| 18.25 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.55 | 1 | < 0.1% |
| 18.7 | 2 | < 0.1% |
| 18.75 | 1 | < 0.1% |
| 18.8 | 7 | |
| 18.85 | 5 | |
| 18.9 | 2 | < 0.1% |
| 18.95 | 6 | |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 118.75 | 1 | |
| 118.65 | 1 | |
| 118.6 | 2 | |
| 118.35 | 1 | |
| 118.2 | 1 | |
| 117.8 | 1 | |
| 117.6 | 1 | |
| 117.5 | 1 | |
| 117.45 | 1 | |
| 117.35 | 1 |
| Distinct | 6530 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 11 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2283.300441 |
| Minimum | 18.8 |
|---|---|
| Maximum | 8684.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 18.8 |
|---|---|
| 5-th percentile | 49.605 |
| Q1 | 401.45 |
| median | 1397.475 |
| Q3 | 3794.7375 |
| 95-th percentile | 6923.59 |
| Maximum | 8684.8 |
| Range | 8666 |
| Interquartile range (IQR) | 3393.2875 |
Descriptive statistics
| Standard deviation | 2266.771362 |
|---|---|
| Coefficient of variation (CV) | 0.992760883 |
| Kurtosis | -0.2317987609 |
| Mean | 2283.300441 |
| Median Absolute Deviation (MAD) | 1222.8 |
| Skewness | 0.9616424997 |
| Sum | 16056168.7 |
| Variance | 5138252.407 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.2 | 11 | 0.2% |
| 19.75 | 9 | 0.1% |
| 19.65 | 8 | 0.1% |
| 20.05 | 8 | 0.1% |
| 19.9 | 8 | 0.1% |
| 19.55 | 7 | 0.1% |
| 45.3 | 7 | 0.1% |
| 20.15 | 6 | 0.1% |
| 20.25 | 6 | 0.1% |
| 19.45 | 6 | 0.1% |
| Other values (6520) | 6956 | |
| (Missing) | 11 | 0.2% |
| Value | Count | Frequency (%) |
| 18.8 | 1 | < 0.1% |
| 18.85 | 2 | |
| 18.9 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 19.05 | 1 | < 0.1% |
| 19.1 | 3 | |
| 19.15 | 1 | < 0.1% |
| 19.2 | 4 | |
| 19.25 | 3 | |
| 19.3 | 4 |
| Value | Count | Frequency (%) |
| 8684.8 | 1 | |
| 8672.45 | 1 | |
| 8670.1 | 1 | |
| 8594.4 | 1 | |
| 8564.75 | 1 | |
| 8547.15 | 1 | |
| 8543.25 | 1 | |
| 8529.5 | 1 | |
| 8496.7 | 1 | |
| 8477.7 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5174 | |
| True | 1869 | 26.5% |
Churn Value
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7043 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7043 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7043 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7043 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
| Distinct | 85 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.69941786 |
| Minimum | 5 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 40 |
| median | 61 |
| Q3 | 75 |
| 95-th percentile | 94 |
| Maximum | 100 |
| Range | 95 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.52513068 |
|---|---|
| Coefficient of variation (CV) | 0.3667009225 |
| Kurtosis | -1.005679127 |
| Mean | 58.69941786 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.08983998912 |
| Sum | 413420 |
| Variance | 463.3312507 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 151 | 2.1% |
| 71 | 148 | 2.1% |
| 77 | 145 | 2.1% |
| 67 | 143 | 2.0% |
| 76 | 141 | 2.0% |
| 68 | 141 | 2.0% |
| 70 | 140 | 2.0% |
| 69 | 140 | 2.0% |
| 78 | 138 | 2.0% |
| 72 | 137 | 1.9% |
| Other values (75) | 5619 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 3 | < 0.1% |
| 20 | 83 | |
| 21 | 84 | |
| 22 | 82 | |
| 23 | 78 | |
| 24 | 86 | |
| 25 | 85 |
| Value | Count | Frequency (%) |
| 100 | 50 | |
| 99 | 54 | |
| 98 | 50 | |
| 97 | 64 | |
| 96 | 52 | |
| 95 | 43 | |
| 94 | 46 | |
| 93 | 47 | |
| 92 | 48 | |
| 91 | 45 |
CLTV
Real number (ℝ≥0)
| Distinct | 3438 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4400.295755 |
| Minimum | 2003 |
|---|---|
| Maximum | 6500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 2003 |
|---|---|
| 5-th percentile | 2296 |
| Q1 | 3469 |
| median | 4527 |
| Q3 | 5380.5 |
| 95-th percentile | 6087 |
| Maximum | 6500 |
| Range | 4497 |
| Interquartile range (IQR) | 1911.5 |
Descriptive statistics
| Standard deviation | 1183.057152 |
|---|---|
| Coefficient of variation (CV) | 0.2688585536 |
| Kurtosis | -0.934032483 |
| Mean | 4400.295755 |
| Median Absolute Deviation (MAD) | 922 |
| Skewness | -0.3116021004 |
| Sum | 30991283 |
| Variance | 1399624.225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5546 | 8 | 0.1% |
| 4741 | 7 | 0.1% |
| 5527 | 7 | 0.1% |
| 5092 | 7 | 0.1% |
| 4745 | 7 | 0.1% |
| 5461 | 7 | 0.1% |
| 5137 | 7 | 0.1% |
| 4115 | 7 | 0.1% |
| 2269 | 7 | 0.1% |
| 4369 | 7 | 0.1% |
| Other values (3428) | 6972 |
| Value | Count | Frequency (%) |
| 2003 | 3 | |
| 2004 | 3 | |
| 2006 | 1 | < 0.1% |
| 2007 | 4 | |
| 2008 | 1 | < 0.1% |
| 2009 | 2 | |
| 2010 | 3 | |
| 2011 | 2 | |
| 2013 | 2 | |
| 2014 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6500 | 1 | < 0.1% |
| 6499 | 2 | |
| 6495 | 1 | < 0.1% |
| 6494 | 2 | |
| 6492 | 3 | |
| 6491 | 1 | < 0.1% |
| 6490 | 1 | < 0.1% |
| 6489 | 1 | < 0.1% |
| 6488 | 1 | < 0.1% |
| 6487 | 2 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 5174 |
| Missing (%) | 73.5% |
| Memory size | 55.1 KiB |
| Attitude of support person | |
|---|---|
| Competitor offered higher download speeds | |
| Competitor offered more data | |
| Don't know | |
| Competitor made better offer | |
| Other values (15) |
Length
| Max length | 41 |
|---|---|
| Median length | 31 |
| Mean length | 25.19422151 |
| Min length | 5 |
Characters and Unicode
| Total characters | 47088 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor made better offer |
|---|---|
| 2nd row | Moved |
| 3rd row | Moved |
| 4th row | Moved |
| 5th row | Competitor had better devices |
Common Values
| Value | Count | Frequency (%) |
| Attitude of support person | 192 | 2.7% |
| Competitor offered higher download speeds | 189 | 2.7% |
| Competitor offered more data | 162 | 2.3% |
| Don't know | 154 | 2.2% |
| Competitor made better offer | 140 | 2.0% |
| Attitude of service provider | 135 | 1.9% |
| Competitor had better devices | 130 | 1.8% |
| Network reliability | 103 | 1.5% |
| Product dissatisfaction | 102 | 1.4% |
| Price too high | 98 | 1.4% |
| Other values (10) | 464 | 6.6% |
| (Missing) | 5174 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| competitor | 621 | 9.5% |
| of | 542 | 8.3% |
| offered | 351 | 5.3% |
| attitude | 327 | 5.0% |
| better | 270 | 4.1% |
| support | 231 | 3.5% |
| service | 224 | 3.4% |
| data | 219 | 3.3% |
| person | 192 | 2.9% |
| dissatisfaction | 191 | 2.9% |
| Other values (37) | 3396 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | 10.1% |
| 4695 | 10.0% | |
| t | 4427 | 9.4% |
| r | 3512 | 7.5% |
| i | 3114 | 6.6% |
| d | 2659 | 5.6% |
| s | 2225 | 4.7% |
| a | 1942 | 4.1% |
| f | 1891 | 4.0% |
| Other values (27) | 12214 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 40150 | |
| Space Separator | 4695 | 10.0% |
| Uppercase Letter | 1957 | 4.2% |
| Other Punctuation | 198 | 0.4% |
| Dash Punctuation | 88 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | |
| t | 4427 | |
| r | 3512 | |
| i | 3114 | 7.8% |
| d | 2659 | 6.6% |
| s | 2225 | 5.5% |
| a | 1942 | 4.8% |
| f | 1891 | 4.7% |
| p | 1746 | 4.3% |
| Other values (13) | 8225 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 621 | |
| A | 327 | |
| P | 239 | 12.2% |
| L | 220 | 11.2% |
| D | 160 | 8.2% |
| N | 103 | 5.3% |
| S | 89 | 4.5% |
| W | 88 | 4.5% |
| E | 57 | 2.9% |
| M | 53 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 154 | |
| / | 44 | 22.2% |
Space Separator
| Value | Count | Frequency (%) |
| 4695 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 88 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 42107 | |
| Common | 4981 | 10.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | |
| t | 4427 | |
| r | 3512 | 8.3% |
| i | 3114 | 7.4% |
| d | 2659 | 6.3% |
| s | 2225 | 5.3% |
| a | 1942 | 4.6% |
| f | 1891 | 4.5% |
| p | 1746 | 4.1% |
| Other values (23) | 10182 |
Common
| Value | Count | Frequency (%) |
| 4695 | ||
| ' | 154 | 3.1% |
| - | 88 | 1.8% |
| / | 44 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 47088 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | 10.1% |
| 4695 | 10.0% | |
| t | 4427 | 9.4% |
| r | 3512 | 7.5% |
| i | 3114 | 6.6% |
| d | 2659 | 5.6% |
| s | 2225 | 4.7% |
| a | 1942 | 4.1% |
| f | 1891 | 4.0% |
| Other values (27) | 12214 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| CustomerID | Count | Country | State | City | Zip Code | Lat Long | Latitude | Longitude | Gender | Senior Citizen | Partner | Dependents | Tenure Months | Phone Service | Multiple Lines | Internet Service | Online Security | Online Backup | Device Protection | Tech Support | Streaming TV | Streaming Movies | Contract | Paperless Billing | Payment Method | Monthly Charges | Total Charges | Churn Label | Churn Value | Churn Score | CLTV | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3668-QPYBK | 1 | United States | California | Los Angeles | 90003 | 33.964131, -118.272783 | 33.964131 | -118.272783 | Male | No | No | No | 2 | Yes | No | DSL | Yes | Yes | No | No | No | No | Month-to-month | Yes | Mailed check | 53.85 | 108.15 | Yes | 1 | 86 | 3239 | Competitor made better offer |
| 1 | 9237-HQITU | 1 | United States | California | Los Angeles | 90005 | 34.059281, -118.30742 | 34.059281 | -118.307420 | Female | No | No | Yes | 2 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Electronic check | 70.70 | 151.65 | Yes | 1 | 67 | 2701 | Moved |
| 2 | 9305-CDSKC | 1 | United States | California | Los Angeles | 90006 | 34.048013, -118.293953 | 34.048013 | -118.293953 | Female | No | No | Yes | 8 | Yes | Yes | Fiber optic | No | No | Yes | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.65 | 820.50 | Yes | 1 | 86 | 5372 | Moved |
| 3 | 7892-POOKP | 1 | United States | California | Los Angeles | 90010 | 34.062125, -118.315709 | 34.062125 | -118.315709 | Female | No | Yes | Yes | 28 | Yes | Yes | Fiber optic | No | No | Yes | Yes | Yes | Yes | Month-to-month | Yes | Electronic check | 104.80 | 3046.05 | Yes | 1 | 84 | 5003 | Moved |
| 4 | 0280-XJGEX | 1 | United States | California | Los Angeles | 90015 | 34.039224, -118.266293 | 34.039224 | -118.266293 | Male | No | No | Yes | 49 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | Month-to-month | Yes | Bank transfer (automatic) | 103.70 | 5036.30 | Yes | 1 | 89 | 5340 | Competitor had better devices |
| 5 | 4190-MFLUW | 1 | United States | California | Los Angeles | 90020 | 34.066367, -118.309868 | 34.066367 | -118.309868 | Female | No | Yes | No | 10 | Yes | No | DSL | No | No | Yes | Yes | No | No | Month-to-month | No | Credit card (automatic) | 55.20 | 528.35 | Yes | 1 | 78 | 5925 | Competitor offered higher download speeds |
| 6 | 8779-QRDMV | 1 | United States | California | Los Angeles | 90022 | 34.02381, -118.156582 | 34.023810 | -118.156582 | Male | Yes | No | No | 1 | No | No phone service | DSL | No | No | Yes | No | No | Yes | Month-to-month | Yes | Electronic check | 39.65 | 39.65 | Yes | 1 | 100 | 5433 | Competitor offered more data |
| 7 | 1066-JKSGK | 1 | United States | California | Los Angeles | 90024 | 34.066303, -118.435479 | 34.066303 | -118.435479 | Male | No | No | No | 1 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Mailed check | 20.15 | 20.15 | Yes | 1 | 92 | 4832 | Competitor made better offer |
| 8 | 6467-CHFZW | 1 | United States | California | Los Angeles | 90028 | 34.099869, -118.326843 | 34.099869 | -118.326843 | Male | No | Yes | Yes | 47 | Yes | Yes | Fiber optic | No | Yes | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.35 | 4749.15 | Yes | 1 | 77 | 5789 | Competitor had better devices |
| 9 | 8665-UTDHZ | 1 | United States | California | Los Angeles | 90029 | 34.089953, -118.294824 | 34.089953 | -118.294824 | Male | No | Yes | No | 1 | No | No phone service | DSL | No | Yes | No | No | No | No | Month-to-month | No | Electronic check | 30.20 | 30.20 | Yes | 1 | 97 | 2915 | Competitor had better devices |
Last rows
| CustomerID | Count | Country | State | City | Zip Code | Lat Long | Latitude | Longitude | Gender | Senior Citizen | Partner | Dependents | Tenure Months | Phone Service | Multiple Lines | Internet Service | Online Security | Online Backup | Device Protection | Tech Support | Streaming TV | Streaming Movies | Contract | Paperless Billing | Payment Method | Monthly Charges | Total Charges | Churn Label | Churn Value | Churn Score | CLTV | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7033 | 0871-OPBXW | 1 | United States | California | Twentynine Palms | 92277 | 34.17211, -115.769773 | 34.172110 | -115.769773 | Female | No | No | No | 2 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | Yes | Mailed check | 20.05 | 39.25 | No | 0 | 80 | 5191 | NaN |
| 7034 | 3605-JISKB | 1 | United States | California | Twentynine Palms | 92278 | 34.457829, -116.139589 | 34.457829 | -116.139589 | Male | Yes | Yes | No | 55 | Yes | Yes | DSL | Yes | Yes | No | No | No | No | One year | No | Credit card (automatic) | 60.00 | 3316.10 | No | 0 | 71 | 4212 | NaN |
| 7035 | 9767-FFLEM | 1 | United States | California | Westmorland | 92281 | 33.03679, -115.60503 | 33.036790 | -115.605030 | Male | No | No | No | 38 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Credit card (automatic) | 69.50 | 2625.25 | No | 0 | 35 | 4591 | NaN |
| 7036 | 8456-QDAVC | 1 | United States | California | Winterhaven | 92283 | 32.852947, -114.850784 | 32.852947 | -114.850784 | Male | No | No | No | 19 | Yes | No | Fiber optic | No | No | No | No | Yes | No | Month-to-month | Yes | Bank transfer (automatic) | 78.70 | 1495.10 | No | 0 | 20 | 2464 | NaN |
| 7037 | 7750-EYXWZ | 1 | United States | California | Yucca Valley | 92284 | 34.159534, -116.425984 | 34.159534 | -116.425984 | Female | No | No | No | 12 | No | No phone service | DSL | No | Yes | Yes | Yes | Yes | Yes | One year | No | Electronic check | 60.65 | 743.30 | No | 0 | 24 | 3740 | NaN |
| 7038 | 2569-WGERO | 1 | United States | California | Landers | 92285 | 34.341737, -116.539416 | 34.341737 | -116.539416 | Female | No | No | No | 72 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Two year | Yes | Bank transfer (automatic) | 21.15 | 1419.40 | No | 0 | 45 | 5306 | NaN |
| 7039 | 6840-RESVB | 1 | United States | California | Adelanto | 92301 | 34.667815, -117.536183 | 34.667815 | -117.536183 | Male | No | Yes | Yes | 24 | Yes | Yes | DSL | Yes | No | Yes | Yes | Yes | Yes | One year | Yes | Mailed check | 84.80 | 1990.50 | No | 0 | 59 | 2140 | NaN |
| 7040 | 2234-XADUH | 1 | United States | California | Amboy | 92304 | 34.559882, -115.637164 | 34.559882 | -115.637164 | Female | No | Yes | Yes | 72 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | One year | Yes | Credit card (automatic) | 103.20 | 7362.90 | No | 0 | 71 | 5560 | NaN |
| 7041 | 4801-JZAZL | 1 | United States | California | Angelus Oaks | 92305 | 34.1678, -116.86433 | 34.167800 | -116.864330 | Female | No | Yes | Yes | 11 | No | No phone service | DSL | Yes | No | No | No | No | No | Month-to-month | Yes | Electronic check | 29.60 | 346.45 | No | 0 | 59 | 2793 | NaN |
| 7042 | 3186-AJIEK | 1 | United States | California | Apple Valley | 92308 | 34.424926, -117.184503 | 34.424926 | -117.184503 | Male | No | No | No | 66 | Yes | No | Fiber optic | Yes | No | Yes | Yes | Yes | Yes | Two year | Yes | Bank transfer (automatic) | 105.65 | 6844.50 | No | 0 | 38 | 5097 | NaN |